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Record W2148310381 · doi:10.1086/652401

Summary: The Natural History and Immunobiology of<i>Chlamydia trachomatis</i>Genital Infection and Implications for Chlamydia Control

2010· article· en· W2148310381 on OpenAlexaff
Sami L. Gottlieb, David H. Martin, Fujie Xu, Gerald I. Byrne, Robert C. Brunham

Bibliographic record

VenueThe Journal of Infectious Diseases · 2010
Typearticle
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsBC Centre for Disease Control
FundersNational Institute of Allergy and Infectious Diseases
KeywordsChlamydia trachomatisChlamydiaNatural historySex organChlamydiaceaeChlamydialesVirologyChlamydia trachomatis infectionImmunologyBiologyChlamydial infectionMedicineEcology

Abstract

fetched live from OpenAlex

In 2008, the US Centers for Disease Control and Prevention held the Chlamydia Immunology and Control Expert Advisory Meeting to foster a dialogue among basic scientists, clinical researchers, and epidemiologists studying genital Chlamydia trachomatis infection. The objectives of the meeting were to determine key questions related to C. trachomatis natural history and immunobiology, with implications for control programs;to review existing data on these key questions; and to delineate research needs to address remaining gaps in knowledge. The 9 articles in this supplement to The Journal of Infectious Diseases describe salient findings presented at the 2008 meeting, and this commentary summarizes and synthesizes these articles and discusses implications for chlamydia control efforts and future research priorities.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.009
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0090.003

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.256
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations106
Published2010
Admission routes1
Has abstractyes

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